The paper presents the general design and the f i r s t results of a research project whose long term goal is to develop and implement ALICE, an experimental system capable of augmenting i t s knowledge base by processing natural language texts. ALICE (an acronym for Automatic Learning and Inference Computerized Engine) is an attempt to model the cognitive processes that occur in humans when they learn a series of descriptive texts and reason about what they have learned.